{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n",
      " \n"
     ]
    },
    {
     "data": {
      "image/png": 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RtuUjwDuAeyk7Hv4Z2BzYFbgzM3fsyj9vkOpmA7sD1wA7Zv0//ojYkLLL4Jb1vh8C7AkspGyK84+ua/wnZSv3uXXHQGmNtM5EN0DSxIqIhwC/pGzN/DPgdZn5x648WwHvpOy8pqnv28CVwKWUXQl/u5qu+wpKYHwTsBVwGDBgcNzwseYW2RGxBWUr8CdQdiV88lgbFhHrAD+kBJKfAN7d3AK8jnI/4MdDHYn9MWWHxJdl5ild53dghLvhRcR/UALjBcCBmXl149x0yn3fT91BcqD6OoH5l/P+I2KvBbYGDsvML9e8XwFeTtnm/bRGHdtSdmb8koGx1nSOHEtruYg4jbJt7/nAvt2jRV1552bm/Mb7xThyfJ+pMnLcVKfEXMs4jxxHRFBGLrcD9qNswbwpsFtmXj5AmcWU79czmsFxPfd0oJO2dWbeNMb2vZ4SqH83M184gnKdfz9HZ+bxY2lDrW9zyueRwM6Z+ecx1rcj8Kda3yMz87rGua9S2r5RZq6saU8BfgEcl5lvauT9AWXr7J0yc8lY2iRNds45ltZiEfEo4ID69vWDBcYAzcB4iHqfFBHHRsSldZ7kPRFxQ0T8X0TsOkCZDepcz4sj4u8R0R8RN0XE+RHxzh7594+IsyLiz435mAsi4n8i4qHDaecw72WTiHhHbdcddc7rVRHxlYjYe5h1PDsiPlPnay6p93ZNRHyujsj1KrNZRLw7IhY25r7eEBE/jYjXdOWdHhGH1vmof6n9cXNE/DoiPhwRM9roizHahxIYX0cZaT21ph82yvp+0/jvnn04Qv9eX48bboGIeBjwImApZQS7Da8ANgROG2tgXB1WX89tBsbVg4E7OoFxdWt9ve87ExEHUH7QvMXAWGsDp1VIa7fnU/7MvXCg0btR+jDwdOAKyrzNFcAuwMuAf4mI52bm+Z3METGN8mfyfYDbKdM8+oCHUeZs7gl8pJH/A8B7gH9QRrnOp8z33AE4mhJ4/b2Rfx4l6PjyYH9+7hYRjwR+Spk7egcwH7ibEoy9mDIn+4JhVPVZyp+vrwDOBdalzAF9LXBQROydmVc2rrsRpd92psy1PR9YVuuYQ5kC0wzGTqb8KXwppT9upcxPfTRlOswJrJqzO1FeWV+/kplZP5MjgJdFxNsz894R1jez8d/N6Q/HUP78f15m7jOcimqQ+1jK9/TCiHgM8K+UqR9/B87KzPN6FH0GMB34TWYujYhnAc+pbVsMfKf5uQ7Ts+vrLyJiE+AllKke91Kmv5yWmXcP876C8r2A8h3pthh4TkQ8ODM7QfFj6uu1tY5NgE9S+vPLI7wXaWrKTA8Pj7X0AL5K+XPrF0ZZfnEtv11X+nOBzXvkf3XN/wfqtK6a/vSafgnlT7zNMtOBZzbez6AEindSHi7qvsbu3dcG5tX6543g3qZR5nwmZQrAJl3nHwI8tSsty/+sPqCu/YFNe9zX+2uZn3Sde0VN/z6wTte59YGnNd5vW/NeBzy0x7X3BjYc5D63q+VvGcfv2cbAXfU6OzbSr6xpzx/i+7VPj3Ovq+f6gQ0a6cfU9J+PoH3/r5a5GXgLJRDNruMHwMZd5T5Sz32bMj+3u8wKykN8I+mrm2rZtwI39KjzL8Bew6zrWbXMHb2+A8Dz6vmvAw8FdgIuq/f/2Jrnk5QfH48Zr++Hh8dkO5xWIa3dOnNM/z5orhHKzJ9k5t96pH+BMtK6M2WkrqOzdNQvsmtULDNXZObPGkmbUALkqzPzqh7XWNjj2n+hBGJ/GcFt7E8JtK8EXpGZd3Zd55Yc5goEmfndzLyjK21FZr4PuBF4dh2h6+j0xznZNaKamfdkY9S9kfe3mfmAzzEzL8jMpcNp5zj6V2Aj4Jddn1lnJPKw4VYUEVvUaSX/VZO+lJnLGlluoXxm14+gfZ0l5R4M/DflR+NOlDnR+1GC1P0ofwHoVe4FwD9TAtqtKas/vAFYDrwnIg4fRVs+TPkRuC9lJHoXyooyWwI/qA8lDuWw+npqr+9AZv6YEti/BPgbsIiyGsYnMvP3EbEH8Pr6/g+dchExI7qWdZTWKBMdnXt4eEzcQZn7mcBHR1l+MT1Gjuu5zYHDgWOBL1BGb+cBV9cyL2rk3ZEyWtUH/Bs9Rp276r6u1vFx4NHj1Defr9d41wjK9Bw5rue2pcxrPR74YqM//lrLPb6R9xk17SbgpXSNOnfVuwllFP0fwNuAbUZ4n9sx/iPH59drvLorfRvK6Oo9wKxBvl8DHd8GZrTQvpc26jynx/knUKbQrAR2aKSf2Cj3nh7ljqrnrhtBW5bXMsuB7bvOBWWudTLEiHT9Xtxd8z5lkHzTKFOEPkMZJX5OI/2S+u91g5r2T5SpQVk/s+8AW47X98bDY6KOCW+Ah4fHxB2M37SKf6eMeg0W2Lyiq8zru8r8CfgSZcQuuvLOpYy4dvLeTBlVezWDTCEY4b11fjgcOIIyA02r+BC9/1TfPJ7eVeYjjTIrgMuBT9OYUtHIewBwW6Ou6ylTQV5M17SMHmW3YxyDY8o88KTMh57Z4/xZ9fwbBvl+/YTyQ+JkyujtO4A9WmzjCxp9d/AAeS6q51/VSDu2Ue5hPcps1Di//TDbcmvNf+YA5/+9nj9/iHpeVfP9cZR98sZa/rn1/WMpP8B+U79vR9XP9Bfj8b3x8JjIw2kV0tqt88T/E9uqMCLmUJbEmg68ifJQ2IaZGVmWOPt6J2uzXGZ+Gngk5SGtbwAbUB7i+gFwVl2HtpN3PvAo4F8oI7y3UlYNOAlYNNAKECOULdRBRBwIvIsyivcqyj3OaPTHrzpZ73fxzHdSRtTfCHwP2IISGJ0XEV/uyvvtWu8hlKkK/6CsSf0N4DcR0b3hx+p0WH1dAfyorqhx30H5fjTz9fKxzDwsM1+Zma/LzI9m5qUttnHxAP/dK8+WPdLuycwHTNnJMkWoM9Vly+7zQ1xnJO3o5bD6Om+Y171PlB39PkR5+O8nNfntlIf4D8zMb2dZtu4TwFMi4hkjvYY0mRkcS2u3H1KCwN0jYpeW6jyAEuh9KjOPy8w/5f3nhO44QDky8+bM/EJmHpyZD6fshHYt5cGiw7vyLs3M72Tmv2XmLpQR0J9Q/lT/sRbuozNn9dGD5hragfX1XZl5cmYuzsbmEgzeH4sz84TMfBFlmspzKCPEh0bEc7ry3p6ZX6tB5A6UOaqXALtRApvVrq6WcGh9uzHwlB5HZzvjPQZa5m81uJIyCgpl3nEvnfS7GmmdH5frR8TG3QXqvNzNepQbTKfOkbSj+7rbA0+lTAP5yjCv2/RJyv8uHNVI2wX4e2Ze00j7dX2dqM9NGhcGx9JaLMtOeN+pbz8dEesOlj8injqMajsPFN3Qo/zOlG14h9u+X1PmKwM8boi81wEfHE7eYfppfX35UP0yhMH641mUVQKGlMVPgW/VpKH64/esWrO3jf4YjWdSgt+/Aet2Rsu7D8qIP4x+zeMxyczllB+KUOZ7309EbAbsUd82R6x/xaol8nqNns6lLNt3N+Vht+Ho/Ht88gDrUz+rRzu6vYLyA/XsHOFayRGxH+UH7rvzgRurbDjA+5VIaxCDY0mvA/5MWU7tx3VjkPupKwQcD3x3GPV1goBDm6NpUbapPpke66tHxDMj4nnNqRM1fT1Wrft6fU3bNiIO71rdoeP5zbyNej4aEYsi4qPDaH/Hd4HfUVbW+FL3yGBEPGSYPxY6/XFEM8iOsjNd9+oHnXMvioin1pHXZvqmlBFBWNUfj4+If+0OpGrZf2rmHauIyHrsM8winbWNv5mDr2P8tfr6su7vwEhFxBvqZz3SEdOPUUZL/705TSAi1qfM9d6Uss7wfetaZ9k8o7Nqxn/Xz7RTbivKCCzASTUA75zburZxUZ3C0PTjep2tgGObq0JExP6UqTMrGfi70xytP3lYd76q7IaUKVGXUu656XfARnVDkO41lC8byXWkSW+iJz17eHhM/EEZ3buEEhyspG42AHyT8iDSinruwq5yi+l6IA94EKvWZ/0rZUWB71FWolhEGRlL4LBGmc5T/bcBZ1OCpe9SRhyT8mfvzWre2axa3/ZXlDnMp7Fqzdw7gT272jmvnps3wn7ZgbLlcadt36fM472Q8rT+vK78D3ggj1UbiGTtr1Mp0z+WAedRNjxJGmv5Ula06PTfj4H/o4xsdur5BWUkFuCFNe2uWt8plIcTr2fVw4qP7GrTe+o9XFg/66TMU76wcXSvLDGtc38MsvpBI/9MVq2WsOcQeaPR3uc30jvfr32Gul6jzDG1zM9H8e/gaFY9AHlB7cfOd/kmytbJ3WWm13yd796ZlA1tbm98Vht2ldmu0Zfb9ahzJ1Z996+h/BvqPBC4EjhqkHvorHRyGyNcyYMS6K8Antjj3M6UFTTuofx7vrRe52dt/m+Rh8dkOCa8AR4eHpPjqMHPv1ICzetr8Las/p/zN2oQNq2rTCd42a4rfUvKcmWLKUHstZQ/8W/GqkD1sEb+HSkbYpxbg5H+GhxcTNmUYWYj7yY1iPkuZZmpuyhB4xX1Gtv1uLfONeeNol82pey4tpAS7N1NWUljHl2bMdAjOG7c32mUFTaWUX4kHEPZ0OPnPDA4nl0DlQsoQdk9lDWafwG8Bli/q6/fQQm4F9f6l1A2MPkAvTdj6fTHYMcxXWX2qOmXA9OH0W+dDV+uHGY//1fN/60e3699hlNHLXMMowyOa/l9KT9Ibq39fjXlx8oWQ/zbeW39vt5Fmb/82/rdXa9H/u0YJDhufK7/W/tgOWX95u8P1ReNz/ZzI7zv3Sg/kE4YJM8zKT9I++t3bB49luDz8JjqR2S28kC2JGkNFhFvo0w92D8zvzfR7ZGk8WJwLEkaUkT8lDI9YDjzrCVpyjI4liRJkipXq5AkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZKqdSa6AWuLiHgY8HzKVrxLJ7g5kiRJa6INge2BH2TmX0ZTgcHx6vN84MSJboQkSdJa4DXASaMpaHC8+lwD8PnPf57ddtttotvSqr6+PhYsWMDs2bOZOXPmRDdnyrIf22NftsN+bI992Q77sR1rcj9edtllvPa1r4Uad42GwfHqsxRgt91248lPfvJEt6VVS5Ysob+/nzlz5jBr1qyJbs6UZT+2x75sh/3YHvuyHfZjO9aSfhz1FFYfyJMkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSqikRHEfEOyLitIi4JiIyIhaPsp5DI+K3EbEsIv4aEV+IiIcOkPdJEXF2RNwZEX0R8ZOImD2mG5EkSdKkNiWCY+AjwDOBq4HbRlNBRBwNfBm4A/gP4PPAS4CfR8RGXXn3As4DHgm8F3gf8ChgfkTsNsp7kCRJ0iS3zkQ3YJh2yMxrACLicmDjkRSOiIcAHwIuBp6VmStq+sXA9yjB8kcaRT4FLAeelpk31rynAn8AjgX+35juRpIkSZPSlBg57gTGY/BCYEPghE5gXOv9PnANcEgnLSJ2BOYAp3UC45r3RuA0YN+I2HKM7ZEkSdIkNFVGjsdqTn39VY9zFwIHR8TGmXnXMPK+CtgD+OFAF4uIbYCHdyXvCtDX18eSJUtG0PSRm/biQ+DPNw6dsS0rV7Ln8uWw3nrcPm1K/N6anOzH9tiX7bAf22NftsN+bMdE9OPGG7PyLUfBs581rpfp6+sbcx1rS3C8VX3tFTHeCETN88dh5AXYeojrHU6Zp/wACxYsoL+/f4jiY7PnVVez4c1/HddrNE2nDMtrbOzH9tiX7bAf22NftsN+bMdE9ePSYz7EpTPWG9drLFq0aMx1rC3Bcec7cE+Pc/1deUaSdyBfBM7sStsVOHH27NnMmTOnR5H2TNtxB3LGjHG9RtPKlSu5Z/ly1l9vPab5S37U7Mf22JftsB/bY1+2w35sx2rvxz/fSNx7LxsDc+fOHddLzWgh/llbguOl9XV9YFnXuRldeZp5u3Xn7SkzbwBuaKZFBAAzZ85k1qxZQ7d4LM760fjW32XJkiVcNH8+c+fOZbPxvrc1mP3YHvuyHfZje+zLdtiP7Vjd/Xjnrk9g5dXXMH369HG/3syZM8dcx9obX9DiAAAgAElEQVTys+um+tprOsTWQDbyDJUXek+5kCRJ0hS3tgTHF9fXJ/c4txdwZX0Ybzh5E7i03eZJkiRpMljjguOIeERE7BwR6zaSv0uZTvGGiJjeyPsCYHvga520zLwKuAQ4KCK2auTdCjgI+Flm3jzOtyFJkqQJMCXmHEfEy4Ft69uHAutFxLvr++sy86uN7F8Bnk7Z3W4xQGb+PSLeA3wCODsivk6ZIvFmYBFwfNcl/wM4l7Ij3gk17UjKj4k3t3hrkiRJmkSmRHBMWRrt6V1pH6yv5wFfZQiZeWxE3AocTdkBrw84FXh7Y0pFJ+8FEbEPZVe9D1GmUlwAHJSZC8dwH5IkSZrEpkRwnJn7tJE3M+cB84ZZz6+A8V2pWpIkSZPKGjfnWJIkSRotg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSqkkfHEfEtIg4OiIWRUR/RNwQEcdGxEbDLL9FRHyullseEddHxCcjYrMeeY+JiBzgeEv7dydJkqTJZJ2JbsAwHAe8EfgOcCzwmPr+8RGxb2auHKhgRGwO/BrYCvg8cDmwK/A64GkR8ZTMXNqj6NHALV1pl471RiRJkjS5TergOCJ2AY4ETs/MAxrp1wKfAl4CnDJIFe8EtgVemplfb5S/oJZ7E/ChHuXOyMzFY74BSZIkTSmTfVrFwUAAx3elnwQsBQ4ZovwzgGXAN7rSvwn0A68cqGBEzIyISf3jQZIkSe2a7MHxHGAlcFEzMTP7gQX1/GDWB/ozM7vKr6QEzdtHxEN6lPsdcAfQHxEXRMTzRtl+SZIkTSGTfWR0K+CWzLynx7kbgb0jYr3MXD5A+SuAnSJidmYu6CRGxGzgQfXtI1g1v/h24ETgAuA2YCfgKOCHEfGqzJw3nEZHxDbAw7uSdwXo6+tjyZIlw6lmyujr67vfq0bHfmyPfdkO+7E99mU77Md2rO5+nLZiBQGsWLFi3GOgNu5psgfHGwK9AmMo0yI6eQYKjo8HXgicGhFHUR7I26Wm/wNYt5YHIDO7p28QEV+q5Y6LiG9l5l3DaPfhwPt6nViwYAH9/f29Tk15CxcunOgmrBHsx/bYl+2wH9tjX7bDfmzH6urHPfv72RBY1t/PRfPnj+u1Fi1aNOY6JntwvBTYfIBzMxp5esrM+RHxEsrDez+sySuAL1BGlV8EDPoTIzNvjYjPAccAewM/HUa7vwic2ZW2K3Di7NmzmTNnqNkgU0tfXx8LFy5k9913Z+bMmRPdnCnLfmyPfdkO+7E99mU77Md2rO5+nDajhGwbzJjB3Llzx/VaM2bMGDrTECZ7cHwT8NiIWL/H1IqtKVMuBho1BiAzT4uI04HdgE2AKzPzbxFxEXAvcNUw2rG4vvaan9zrmjcANzTTIgKAmTNnMmvWrOFUM+Wsyfe2OtmP7bEv22E/tse+bIf92I7V1Y93Tp/OSmD69OlsNs7XayPYn+wP5F1MaeOezcSImAHMBi4ZTiWZuSIzF2Tm/BoYbwk8HjhvgHWOuz2qvv51+E2XJEnSVDPZg+NvAkl5KK7pCMpc4a91EiJih4jYeagKI2IaZZrFdODDjfR1ImLTHvm3oWwacivlQT1JkiStoSb1tIrMvCwiPg28oU6N+BGrdsg7j/tvAHIOZcOP6CRExMaUZeC+A1wLbEpZO3kP4F2ZeW6j/MbAtRFxBvAHVq1W8ep67uDMXDYe9ylJkqTJYVIHx9VRlDm/rwH2oyy7dgLw3sG2jq6WAwuBlwIPozy8dzHw3MzsfmBuGfBt4EmUFS42rtc6G/h4Zl6EJEmS1miTPjjOzBXAsfUYLN92PdKWU0aKh3OdeyijxJIkSVpLTfY5x5IkSdJqY3AsSZIkVQbHkiRJUmVwLEmSJFUGx5IkSVJlcCxJkiRVBseSJElSZXAsSZIkVQbHkiRJUmVwLEmSJFUGx5IkSVJlcCxJkiRVBseSJElSZXAsSZIkVQbHkiRJUmVwLEmSJFUGx5IkSVJlcCxJkiRVBseSJElSZXAsSZIkVQbHkiRJUmVwLEmSJFUGx5IkSVJlcCxJkiRVBseSJElSZXAsSZIkVQbHkiRJUmVwLEmSJFUGx5IkSVJlcCxJkiRVBseSJElSZXAsSZIkVQbHkiRJUmVwLEmSJFUGx5IkSVJlcCxJkiRVBseSJElSZXAsSZIkVQbHkiRJUmVwLEmSJFVTIjiOiGkRcXRELIqI/oi4ISKOjYiNhll+i4j4XC23PCKuj4hPRsRmA+TfKSLOiIjbIuLuiJgfEc9s964kSZI02awz0Q0YpuOANwLfAY4FHlPfPz4i9s3MlQMVjIjNgV8DWwGfBy4HdgVeBzwtIp6SmUsb+XcALgDuBT4O3AEcAZwZEc/LzLPH4f4kSZI0CUz64DgidgGOBE7PzAMa6dcCnwJeApwySBXvBLYFXpqZX2+Uv6CWexPwoUb+jwKbAXtk5oKa9yvAFcCnI2LnzMw27k2SJEmTy1SYVnEwEMDxXeknAUuBQ4Yo/wxgGfCNrvRvAv3AKzsJdZrGPwM/7wTGAJl5F/AF4NHAnJHfgiRJkqaCST9yTAlGVwIXNRMzsz8iFjB0sLo+0N892puZKyNiGbB9RDwkM28BHlfz/6pHPRc22nNRj/P3iYhtgId3Je8K0NfXx5IlS4Zo8tTS19d3v1eNjv3YHvuyHfZje+zLdtiP7Vjd/ThtxQoCWLFixbjHQG3c01QIjrcCbsnMe3qcuxHYOyLWy8zlA5S/AtgpImY3R4MjYjbwoPr2EcAt9VqdentdC2DrYbT5cOB9vU4sWLCA/v7+YVQx9SxcuHCim7BGsB/bY1+2w35sj33ZDvuxHaurH/fs72dDYFl/PxfNnz+u11q0aNGY65gKwfGGQK/AGMq0iE6egYLj44EXAqdGxFGUB/J2qen/ANat5Wm89rpef1eewXwROLMrbVfgxNmzZzNnzpo1M6Ovr4+FCxey++67M3PmzIluzpRlP7bHvmyH/dge+7Id9mM7Vnc/TpsxA4ANZsxg7ty543qtGfVaYzEVguOlwOYDnJvRyNNTZs6PiJdQHt77YU1eQZlDfAXwIqAzBt+pZ/3RXKtxzRuAG5ppEQHAzJkzmTVr1lBVTElr8r2tTvZje+zLdtiP7bEv22E/tmN19eOd06ezEpg+fTqbjfP12gj2p0JwfBPw2IhYv8fUiq0pUy4GGjUGIDNPi4jTgd2ATYArM/NvEXERZcm2qxrX6tTbrZPWa8qFJEmS1gBTYbWKiynt3LOZGBEzgNnAJcOpJDNXZOaCzJxfA+MtgccD5zXWOb6MMqXiyT2q2Ku+Dut6kiRJmnqmQnD8TSCBo7rSj6DM//1aJyEidoiInYeqMCKmUaZZTAc+3EmvS7Z9H9gnInZv5N8YeDXwJ4ZYqUKSJElT16SfVpGZl0XEp4E31KkRP2LVDnnncf8NQM6hbPgRnYQa2F5E2V3vWmBTytrJewDvysxzuy75DuBZwE8j4jjKfOQjKNMq9nMDEEmSpDXXpA+Oq6OAxcBrgP0oy66dALx3sK2jq+XAQuClwMMoD9RdDDw3M7tXlCAzr4qIpwAfA94OrAf8puZ362hJkqQ12JQIjjNzBXBsPQbLt12PtOWUkeKRXO8PwP4jKSNJkqSpbyrMOZYkSZJWC4NjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqVqnzcoiIoB9gUcBDwaiK0tm5gfbvKYkSZLUltaC44h4FHAGsDMPDIo7EjA4liRJ0qTU5sjxCcAOwNuAnwG3tli3JEmSNO7aDI7nAsdn5idarFOSJElabdp8IO8e4NoW65MkSZJWqzaD4zOBp7RYnyRJkrRatRkcvwl4ckS8OSLWa7FeSZIkabVoc87xL4GNgI8DH4uIm4AVXXkyM3do8ZqSJElSa9oMjq+nLNUmSZIkTUmtBceZuU9bdUmSJEkTwe2jJUmSpKrV7aMBImIHYH9g+5p0DfDdzLy67WtJkiRJbWo1OI6IDwJvB6Z3nfp4RHwkM9/b5vUkSZKkNrU2rSIiXgW8C/g18ELgUfV4IfAr4F0Rcdgo6p0WEUdHxKKI6I+IGyLi2IjYaJjlN46Id0bEZRFxZ0TcEhEXRMRhERFdeedFRA5wHDjStkuSJGlqaXPk+PWUwHifzLy3kX51RPwImA8cCcwbYb3HAW8EvgMcCzymvn98ROybmSsHKhgR04AfA3sDXwZOADYEDgZOrnW9rUfRl/dIu2iE7ZYkSdIU02Zw/BjgHV2BMQCZeW9EfAP46EgqjIhdKAH16Zl5QCP9WuBTwEuAUwap4knAU4HjM/PoRvnPAIuA19IjOM7M/xtJOyVJkrRmaHO1iuXAxoOc36TmGYmDgQCO70o/CVgKHDJE+Zn19aZmYmYuB24B7u5VKIqZdeRZkiRJa4k2g7+LgddGxBbdJyJic+A1lGkXIzEHWEnXlIbM7AcW1PODuQi4HfjPiDgoIh4RETtHxEeBPYBjBih3Rz2WRcRZEfGkEbZbkiRJU1Cb0yo+CJwD/CEivgj8vqbvArySMnL8shHWuRVwS2be0+PcjcDeEbFeHQl+gMy8LSL+GfgCcGrj1J3AAZl5RleRmylznC+ljCrvDhwFzI+If8rMs4fT6IjYBnh4V/KuAH19fSxZsmQ41UwZfX1993vV6NiP7bEv22E/tse+bIf92I7V3Y/TVqwggBUrVox7DNTGPbW5Q975EfEvwP8Cb+46fT3wisycP8JqNwR6BcYA/Y08g03XuAu4HPgecAEwi/Lw4CkRsX9mntW4h7d3lT0jIk6hjFJ/lrL6xnAcDryv14kFCxbQ39/f69SUt3DhwoluwhrBfmyPfdkO+7E99mU77Md2rK5+3LO/nw2BZf39XDR/pKHgyCxatGjMdbS6znFmfj8ifkiZsvDImnwN8JvBVpUYxFJg8wHOzWjk6SkidqMExEdn5uca6V+nBMwnRcQOmblioDoy808RcSpwWEQ8OjP/OIx2fxE4syttV+DE2bNnM2fOULNBppa+vj4WLlzI7rvvzsyZM4cuoJ7sx/bYl+2wH9tjX7bDfmzH6u7HaTNKyLbBjBnMnTt3XK81Y8aMoTMNofUd8moQfHE9xuom4LERsX6PqRVbU6ZcDDZqfDQliD6tq41LaxD/BmA7YKjd+xbX14cAQwbHmXkDcEMzrbOk8syZM5k1a9ZQVUxJa/K9rU72Y3vsy3bYj+2xL9thP7ZjdfXjndOnsxKYPn06m43z9doI9if7agwXU9q4ZzMxImYAs4FLhii/dX3t3rEPVv0wGM4PhM50ir8OI68kSZKmqFEHxxFxbURcHRHr1vfXDOMYaoS22zeBpDwU13QEZa7x1xrt2SEidu7K13ko8LCutm8G7A/cBlxV0zaqQXf3fT4eOAj4Q2aOtP2SJEmaQsYyreI6SuCa9f31jf9uRWZeFhGfBt4QEacDP2LVDnnncf8NQM4BtqWsi9xxPHAo8LE6//iXlAfyjgAeBry+Md/4UcCPI+IM4E+sWq3iVcAKylJ0kiRJWoONOjjOzH0Ge9+ioyhzfl8D7EfZvOME4L1DPeSXmddFxJ7Ae4FnUXbUW0ZZfeLNmXl6I/vNwNnAMyhLzm0A/IUyev3RzBz744+SJEma1Fp/IK9tdWT32HoMlm+7AdKvBl4xjOvcDLx8FE2UJEnSGqK14DgipgPrZ+bSRtpmlDV/ZwHfyMzL2rqeJEmS1LY2R44/D+xF3QmuPqj3C+Cx9fybIuLJmbmgxWtKkiRJrWlzKbenUnah6ziQEhi/Htibsgxa9w50kiRJ0qTR5sjxw4BrG+/3A67IzM8CRMSJwGtbvJ4kSZLUqjZHjoP7b7axD3Bu4/1fGHgraEmSJGnCtRkcXws8ByAinkIZSW4Gx1sBd7R4PUmSJKlVbU6rOBn4n4i4nLJt89+AMxvnnwS4VrAkSZImrTZHjj8JvA+4B/gt8KLOsm4R8WDKShY/avF6kiRJUqtaGznOzAQ+WI/uc7fifGNJkiRNcm2OHEuSJElT2qhHjiPi0PqfX83MbLwfVGZ+ZbTXlCRJksbTWKZVzAMS+AawvPE+BimTgMGxJEmSJqWxBMfPAMjM5c33kiRJ0lQ16uA4M88b7L0kSZI01fhAniRJklS1FhxHxPvrBiADnb8sIt7d1vUkSZKktrU5cvwi4KxBzv8UOLDF60mSJEmtajM4fiSDbw99Zc0jSZIkTUptzznebJBzDwKmt3w9SZIkqTVtBsdXAPv3OhERAfwzg48sS5IkSROqzeD4i8BeETEvIh7aSaz//SVgr5pHkiRJmpTGsgnI/WTmSRHxdOBQ4OUR8Zd66mGUXfO+mZmfbet6kiRJUttaC44BMvOQiPge8DJgx5p8MfC1zPxWm9eSJEmS2tZqcAyQmacCp7ZdryRJkjTexmWHvIhYPyK2joj1xqN+SZIkaTy0GhxHxBMi4mfAncD1wFNr+uYRcU5E7Nvm9SRJkqQ2tbl99GxgPrAD8JXmucz8G7AB8Iq2ridJkiS1rc2R4w8ANwG7AG+nrFDRdA6wZ4vXkyRJklrVZnA8FzgpM+8Cssf564GtWryeJEmS1Ko2g+MZwB2DnJ/Z4rUkSZKk1rUZHF8N7DHI+WcCv2/xepIkSVKr2gyOT6HsjNdckSIBIuLNwHOBr7Z4PUmSJKlVbW4C8gng2cCZwCJKYHxcRDwU2BI4C/hMi9eTJEmSWtXayHFmLqcEx28BlgH9wKOBW4D/BJ6fmSvbup4kSZLUtla3j87Me4Hj6iFJkiRNKa2MHEfExhFxdUQc1UZ9kiRJ0kRoJTiuaxs/GLirjfokSZKkidDmahUXAk9ssT5JkiRptWozOH478K8R8cqI6N46WpIkSZr02nwg73+A24AvAB+PiKuBpV15MjOf1eI1JUmSpNa0OXK8fa3vesrc4y2AR3Yd24+m4oiYFhFHR8SiiOiPiBsi4tiI2GiY5TeOiHdGxGURcWdE3BIRF0TEYb1GuSPiSRFxds3bFxE/iYjZo2m7JEmSpo7WRo4zc7u26urhOOCNwHeAY4HH1PePj4h9B1s/OSKmAT8G9ga+DJwAbAgcDJxc63pbI/9ewM+BG4H31uQ3APMjYu/MvKzVO5MkSdKk0eo6xwARsT6wD6tGia8Gzs/M/lHWtwtwJHB6Zh7QSL8W+BTwEsrW1QN5EvBU4PjMPLpR/jOUnfxeSyM4rnUuB56WmTfWvKcCf6AE5v9vNPchSZKkya/NaRVExKGUEdcfAZ+ux4+BGyPisFFWezAQwPFd6SdR5jQfMkT5mfX1pmZi3dHvFuDuTlpE7AjMAU7rBMY1743AacC+EbHlKO5BkiRJU0BrI8cR8WJgHmXO8SeA39dTuwD/BnwxIpZl5jdHWPUcYCVwUTMxM/sjYkE9P5iLgNuB/4yIxcCvKdMqXgHsUdvWvBbAr3rUcyHwqlrmhyO7BUmSJE0FbU6reCdlmsJemdnXSP9encLw65pnpMHxVsAtmXlPj3M3AntHxHp1JPgBMvO2iPhnyioapzZO3QkckJlndF2rU2+vawFsPVSDI2Ib4OFdybsC9PX1sWTJkqGqmFL6+vru96rRsR/bY1+2w35sj33ZDvuxHau7H6etWEEAK1asGPcYqI17ajM43gl4T1dgDEBm3hERJwPHjKLeDYFegTFAfyNPz+C4ugu4HPgecAEwC3g9cEpE7J+ZZzXqYYDr9XflGczhwPt6nViwYAH9/aOafj3pLVy4cKKbsEawH9tjX7bDfmyPfdkO+7Edq6sf9+zvZ0NgWX8/F82fP67XWrRo0ZjraDM4vnmI8wn8dRT1LgU2H+DcjEaeniJiN0pAfHRmfq6R/nVKwHxSROyQmSsa9aw/mms1fBE4syttV+DE2bNnM2fOUDNBppa+vj4WLlzI7rvvzsyZM4cuoJ7sx/bYl+2wH9tjX7bDfmzH6u7HaTNKCLXBjBnMnTt3XK81Y8aMoTMNoc3geB7wyoj4bGbe1TwRETOBV1KWThupm4DHRsT6PaZWbE2ZcjHYqPHRlMD2tGZiZi6NiB9SlmnbjrKqRuehvV5TJzppvaZc3E9m3gDc0EzrLKc8c+ZMZs2aNVQVU9KafG+rk/3YHvuyHfZje+zLdtiP7Vhd/Xjn9OmsBKZPn85m43y9NoL9NlermE8ZVb0sIt4aES+ox38CCylTG+ZHxNOaxzDqvbi2c89mYkTMAGYDlwxRvhPUTu9xbp2u14vr65N75N2LMvp96RDXkyRJ0hTV5sjxWY3//i9KIAllGTaAbbvyRM3TK2ht+iblQb6jKAF4xxGU+b9fu6/CiB2AdTOzOeHk95S1iQ8DPt7IuxmwP2XL66sAMvOqiLgEOCgi3pOZN9W8WwEHAT/LzKGmj0iSJGmKajM4fmWLdd0nMy+LiE8Db4iI0ylrKHd2yDuP+28Acg4lCG9uCX08cCjwsTr/+JeUB/KOAB4GvL7ON+74D+Bcyij3CTXtSMro9Ztbvj1JkiRNIm1uH/3lturq4ShgMfAaYD/K5h0nAO8dbOvo2q7rImJPylbQz6LsqLcMWAC8OTNP78p/QUTsA3yoHkl5oO+gzPTxWEmSpDVY69tHj4c6sntsPQbLt90A6VdTNv0Y7vV+RQmkJUmStBZpdftoSZIkaSozOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSKoNjSZIkqTI4liRJkiqDY0mSJKkyOJYkSZIqg2NJkiSpMjiWJEmSqkkfHEfEtIg4OiIWRUR/RNwQEcdGxEbDKHtMROQgxz9GkP8t43eXkiRJmgzWmegGDMNxwBuB7wDHAo+p7x8fEftm5spByp4OXNUj/XHAW4HvD1DuaOCWrrRLR9JoSZIkTT2TOjiOiF2AI4HTM/OARvq1wKeAlwCnDFQ+M38H/K5HvZ+v//nFAYqekZmLR9lsSZIkTVGTfVrFwUAAx3elnwQsBQ4ZaYV1OsZLgD8DPxkk38yImNQ/HiRJktSuyR78zQFWAhc1EzOzPyIW1PMjdRAwE/hUZq4YIM/vgE2AFRFxEfDBzPzxcC8QEdsAD+9K3hWgr6+PJUuWjLzVk1hfX9/9XjU69mN77Mt22I/tsS/bYT+2Y3X347QVKwhgxYoV4x4DtXFPkz043gq4JTPv6XHuRmDviFgvM5ePoM7DgQS+1OPc7cCJwAXAbcBOwFHADyPiVZk5bwTXeF+vEwsWLKC/v38EzZ06Fi5cONFNWCPYj+2xL9thP7bHvmyH/diO1dWPe/b3syGwrL+fi+bPH9drLVq0aMx1TPbgeEOgV2AM0N/IM6zgOCJ2Ap4KnJOZ13afz8zu6RtExJeAy4HjIuJbmXnXMC71ReDMrrRdgRP/f3v3HmVFdSZs/HlppZuLgIi2Cgii4CWJgkY0Gr84GUNGM1Ez0Sz8RjN4CYqa6JgZV24jGDNOlvGSiVHjhWgcY1YuoyTmywRFh1FjHExExDuoCAoSWhRQaNBmf39UNR6ac5qmOfQ5p3l+a51V9K5dVbteN/J2nV17jx49msMO68wD7+q1cuVK5syZw8EHH0y/fv0q3ZyaZRzLx1iWh3EsH2NZHsaxPLo6jj0aGgDo1dDA0UcfvU2v1ZBfa2tUe3K8GtitxL6GgjoddVa+vbWjB6SU3oyIHwFTgCOB+zpwzCJgUWFZRADQr18/Bg4c2NHL15TufG9dyTiWj7EsD+NYPsayPIxjeXRVHFfV1bEeqKurY8A2vl45kv1qfyFvMTAoIuqL7BtMNuSio0+NdwC+CLxJNi3clliQbwdt4XGSJEmqIdWeHD9O1saxhYUR0QCMBv60Bef6LNAI3FliDHN7RubbpVt4nCRJkmpItSfHPyd7ee6iNuVfIhtr/NPWgojYJyL2b+dcrUMqis5tHBE7RET/IuVDgUlkT5wf7XjTJUmSVGuqesxxSmluRFwPXBARdwO/44MV8v6HjRcAeQAYRjYv8kYiYk/gb4BZKaW5JS7XF3glIqYBz/HBbBVn5/tOTSmtKcuNSZIkqSpVdXKcu4hszO9E4DNkyzpfB1y6maWjC00A6mj/Rbw1wH8ChwMnkSXETcAM4MqU0qx2jpUkSVI3UPXJcb5Qx9X5p716w9vZdwVwxWaOX0v2lFiSJEnbqWofcyxJkiR1GZNjSZIkKWdyLEmSJOVMjiVJkqScybEkSZKUMzmWJEmScibHkiRJUs7kWJIkScqZHEuSJEk5k2NJkiQpZ3IsSZIk5UyOJUmSpHiRxJEAAB5ISURBVJzJsSRJkpQzOZYkSZJyJseSJElSzuRYkiRJypkcS5IkSTmTY0mSJClncixJkiTlTI4lSZKknMmxJEmSlDM5liRJknImx5IkSVLO5FiSJEnKmRxLkiRJOZNjSZIkKWdyLEmSJOVMjiVJkqScybEkSZKUMzmWJEmScibHkiRJUs7kWJIkScqZHEuSJEk5k2NJkiQpZ3IsSZIk5UyOJUmSpJzJsSRJkpQzOZYkSZJyJseSJElSriaS44joERH/GBHPR0RzRCyKiKsjok8Hjp0SEamdz3tFjtkvIqZFxFsR8W5EPBwRn9w2dydJkqRqsUOlG9BB1wJfAe4BrgYOyH8eExHHppTWt3Ps3cD8IuUHAf8M3FtYGBH7AI8C7wNXAiuALwHTI+K4lNKMrbwXSZIkVamqT44j4kPAl4G7U0qfLyh/BfgBMB64q9TxKaWngKeKnPem/I9T2+z6N2AAcGhK6cm87h3AM8D1EbF/Sil1/o4kSZJUrWphWMWpQADfb1N+C7AaOG1LT5gPxxgPvAb8vk35CcDM1sQYIKX0DnArMAo4bEuvJ0mSpNpQC8nxYcB6YFZhYUqpGXiSziWrpwD9gNtTSi0F5QcB9cAfixzzWEF7JEmS1A1V/bAKYE+gKaW0tsi+14EjI6JnSmndFpzzLCABPy5yrdbzFrsWwODNnTwihgJD2hR/GGDlypUsX7684y2tAStXrtxoq84xjuVjLMvDOJaPsSwP41geXR3HHi0tBNDS0rLNc6By3FMtJMe9gWKJMUBzQZ0OJccRsR/wceCBlNIrRa5Fies1t6nTnrOAycV2PPnkkzQ3NxfbVfPmzJlT6SZ0C8axfIxleRjH8jGW5WEcy6Or4ji2uZnewJrmZmY9/PA2vdbzzz+/1eeoheR4NbBbiX0NBXU66qx8e2uJa0E2tGJrrjUVmN6m7MPAzaNHj+aww7rXyIyVK1cyZ84cDj74YPr161fp5tQs41g+xrI8jGP5GMvyMI7l0dVx7NGQpVC9Gho4+uijt+m1GhoaNl9pM2ohOV4MHBgR9UWGVgwmG3LR0afGOwBfBN4kmxau2LVaz9tWa1mxIRcbSSktAha1uTYA/fr1Y+DAgR1pbs3pzvfWlYxj+RjL8jCO5WMsy8M4lkdXxXFVXR3rgbq6OgZs4+uVI9mvhRfyHidr59jCwohoAEYDf9qCc30WaATuLDGGeS7ZkIqPFdl3RL7dkutJkiSphtRCcvxzspfnLmpT/iWy8b8/bS2IiH0iYv92ztU6pKLt3MbAhinb7gWOiYiDC87bFzgbmEebWTMkSZLUfVT9sIqU0tyIuB64ICLuBn7HByvk/Q8bLwDyADCMbF7kjUTEnsDfALNSSnPbueTXgb8G7ouIa4GVZIn4YOAzLgAiSZLUfVV9cpy7CFgATAQ+AzQB1wGXbmbp6EITgDqKv4i3QUppfkQcBXwX+BrQE3gC+BuXjpYkSereaiI5zhfquDr/tFdveDv7rgCu6OD1ngNO3IImSpIkqRuohTHHkiRJUpcwOZYkSZJyJseSJElSribGHG9PUkosW7aMt956i/fee4+WlpZKN2mzUkrsscceLFy4kEWLFm3+ABW1tXGsq6ujV69e7LXXXuy4447boIWSJHV/JsdVZO3atcyfP5/m5mYgW1Wvrq6uwq3avIigvr7YitvaElsbx3Xr1rF27Vqam5sZNWqUCbIkSZ1gclxFli5dSnNzM/3792fIkCHU19dvWHZa2pyUEgsWLGD58uUsXLiQffbZp9JNkiSp5jjmuIqsWLGCiGDEiBE0NDSYGGuLRATDhw8nInjrrbd4+umnWbFiRaWbJUlSTfHJcRVZv349dXV19Ojh7yzqnNahOM3NzTz00EPsvPPOHH744Rx44IGVbpokSTXB5Fjqhnr06MGOO+7Iq6++yvr169lll11obGysdLMkSap6PqKUuqGI2JAQNzU1sXDhwko3SZKkmmByLHVjffv2Zc2aNY49liSpg0yOpSKGDx/OMcccs8XH3X777UQEM2fOLHubOiMiSCmxfv36SjdFkqSaYHKsipk5cyYRsdGnb9++HHroofz7v/97TSyAIkmSuhdfyFPFnXrqqRx//PGklFi8eDG33347F110Ec888ww333xzRdr0wgsvdGoqvdNPP53x48fTs2fPbdAqSZK0rZkcq+IOOeQQTjvttA0/T5o0iQMOOIBbb72Vyy+/vOgsC61Lazc0NGyTNnV2pbq6urqaWNVQkiQV57AKVZ1+/frxsY99jJQSL7/8MlOmTCEieOaZZ7j44osZMmQIDQ0NPPbYYxuOmTFjBuPGjWPAgAE0NDRw0EEH8aMf/ajo+WfPns0pp5xCY2Mj9fX1DB06lFNPPZWXXnppQ51iY44fffRRjjvuOHbffXcaGhoYPHgwxx9//EbtKDXmuKmpifPPP5+hQ4fSs2dPhg4dyvnnn8+bb765Ub3W4x988EGuuuoq9tlnH+rr6xk1ahQ/+clPOhlRSZLUUT45VtVJKTF//nwABg0atKH87//+7+nVqxdf/epXiQj22GMPAG6++WbOPfdcjjjiCL75zW/Sp08f7r//fiZNmsRLL73E9773vQ3n+O1vf8vnP/95+vTpw9lnn82+++7LG2+8wfTp03n66adLLrn8wgsv8KlPfYrdd9+dCy+8kMbGRpYuXcojjzzCnDlzOOKII0rez4oVKzjyyCOZP38+Z555JocccgizZ8/mxhtv5MEHH2TWrFnstNNOGx3zjW98gzVr1nDOOedQX1/PjTfeyIQJE9h333056qijOh1bSZLUPpNjVdzq1atpamoipcSSJUu47rrrNiScI0eO3FBvwIABzJgxgx12+KDbLlmyhK985SuMHz+eu+66a0P5eeedx4UXXsg111zDpEmTGDFiBKtXr+aMM86gf//+zJ49m8GDB2+of+mll7Y7o8P06dNZvXo1P/vZzxg7duwW3d+VV17JvHnzuP766znvvPM2lI8ePZoLLriAK6+8kssvv3yjY9auXcvjjz++YezyySefzIgRI/jhD39ocixJ0jZkclwj3jn+RNLCRZVuxiZir6H0/d2vt+ockydPZvLkyRt+7tGjByeccMImL+NddNFFGyXGAL/61a9Yu3YtZ511Fk1NTRvt++xnP8sPfvADZsyYwcSJE5k+fTpNTU1897vf3SgxLrxuKf379wfg17/+NQcddNAWjXW+55572HXXXZk4ceJG5eeccw6XXXYZ99xzzybJ8XnnnbfRS32DBw9m1KhRzJs3r8PXlSRJW87kuEakhYtY/9LLlW7GJsoxaH3ixImccsopRAR9+vRh1KhRDBw4cJN6o0aN2qTsueeeA+DYY48tef6lS5cCbEgsx4wZs8VtHD9+PHfeeSdXXHEF1157LUcccQSf/vSnGT9+PMOGDWv32FdeeYWPfvSjmyT2O+ywA6NGjeKJJ57Y5JgRI0ZsUrbLLrvw6quvbnHbJUlSx5kc14jYa2hVvj0Zew3d6nOMHDmy3eS2Ve/evTcpSykBcMcdd2wYg9xWsURzS9XX13P//fcza9Yspk+fzkMPPcSll17KlClTuOuuu/jc5z631dcoVGrGi9b7lSRJ24bJcY3Y2qEL3VXrmORBgwZtNsFuffL85JNPMm7cuE5db+zYsRvGHC9atIgxY8bwrW99q93keMSIEbzwwgu8//77Gz09fv/993nxxRfLkrxLkqTyqMaHkVKHfeELX6C+vp7JkyezZs2aTfavWLGCtWvXAjBu3DgGDRrE1VdfzZIlSzap295T2bbjmQGGDBnCrrvuyvLly9tt40knncSyZcu49dZbNyq/5ZZbWLZsWdmfOkuSpM7zybFq2pAhQ7jxxhs5++yzOeCAAzj99NMZNmwYy5YtY+7cuUybNo1nn32W4cOH07t3b6ZOncrJJ5/Mhz/84Q1TuS1btozp06dz8cUXc+KJJxa9zne+8x3uu+8+/vZv/5a9996blBL33nsvzz//PJdcckm7bbzkkkv45S9/yfnnn88TTzzBmDFjmD17NlOnTmW//fbb7PGSJKnrmByr5p1xxhmMGjWKq666iptuuom3336bQYMGsd9++3H55Zez++67b6h7wgkn8Mgjj3DFFVcwdepUVq1aRWNjI0cffTQf+chHSl7jpJNOYsmSJfziF79g6dKl9OrVi5EjR3LLLbdw1llntdu+/v3784c//IHJkyfzm9/8httuu43GxkbOPfdcLrvssk3mOJYkSZVjcqyKOeaYYzr0gtmUKVOYMmVKu3WOOuqoDs//O3bsWKZNm9ZunQULFmz08zHHHLPJinnFTJgwgQkTJmxSvuuuu3LDDTdwww03dOp4YJNV9yRJUvk55liSJEnKmRxLkiRJOYdVSJIkaZtpXauhHGsjdAWTY0mSJG0ztbZWg8MqJEmSpJzJsSRJkpQzOZYkSZJyJsdVpEePHrS0tLB+/fpKN0U1KqVES0sLLS0tlW6KJEk1yeS4ivTv35+UEi+//DLNzc0dWiBDapVSYsGCBaSUWLduXaWbI0lSTXK2iirS2NjIqlWrWLFiBStWrCAiqKurq3SzVCNaWlpIKbF27VqWLl1a6eZIklSTTI6rSH19PQceeCDLli1j8eLFvPPOO9TV1dGjR3U/4G/9Kr+uro6IqHRzatbWxrGlpYV169axdOnSDcMqUkpERNX3IUmSqoXJcZWJCHbbbTd69OjB3XffTVNTE8OHD690s9q1Zs0aFi5cyF577UWvXr0q3ZyatS3i+M4779CrVy/69+9flvNJktTdmRxXqV122YXGxkb+8pe/8Prrr9O/f/+qfTLb3NzMe++9R3Nzc1W2r1aUM44pJVavXs2bb77J0KFD2WuvvcrUSkmSujeT4yoVEXziE5/Y8DX58uXLq3YWi3Xr1rFy5Up69uxJz549K92cmlXOOEYE9fX1DBs2jMMPP5zGxsYytVKSpO6t6pPjiOgBXAicAwwHlgG/AC5NKb3bwXMMBL4BnAQMAVYBT+fneLig3u3AP5Q4zSkppV917i46Z8CAAZx44om8/vrrNDU1Ve30XKtWreLZZ5/lwAMPZKeddqp0c2pWOeMYEfTt25ehQ4fSr1+/MrVQkqTur+qTY+Ba4CvAPcDVwAH5z2Mi4tiUUruPUyNiGDAT6AtMBV4E+gMHAYNLHHZ6kbJZnWn81urZsyd77703e++9dyUu3yHLly9n9erVHHrooQwcOLDSzalZxlGSpMqr6uQ4Ij4EfBm4O6X0+YLyV4AfAOOBuzZzmjvJ7vOglNKSjlw3pXRn51osSZKkWlbt8zudCgTw/TbltwCrgdPaOzgi/g/wceDKlNKSiNgxInpv7qKR6ZcP6ZAkSdJ2oqqfHAOHAetpM6QhpdQcEU/m+9tzfL5dGBH3AscBdRExD/h2O0+IVwA7Aesi4iHgWyml/+1ooyNiKNnY5kKHAjz22GOsXLmyo6eqCe+++y7z5s2jpaWFPn36VLo5Ncs4lo+xLA/jWD7GsjyMY3l05zg+++yzrX/c7MPQUqKalyiOiLnAbimlTV61j4hfAKcA9SmlomvlRsQ9ZC/hLQPmATcAPYGvAh8Czkwp3VZQ/7v5/j8D7wIHAxcBfYDjU0ozOtjuKcDkjt2lJEmSymxiSumWzhxY7cnxS8COKaVNJmmNiDvIXpzbOaX0donjZwB/DbwMHNCaREfEznlZMzC4vZf6ImIk8CSwOKU0soPtLvbkeBfgQLLEe3VHzlNDPgzcDEwkmwVEnWMcy8dYlodxLB9jWR7GsTy6cxx7AyOA33b0XbO2qn1YxWpgtxL7GgrqlLIm3/6s8OlySumtiPgN8EVgP+C5UidIKc3Ln1JPiIhRKaUXN9folNIiYFGRXb/d3LG1qGDBiqdTSn+sZFtqmXEsH2NZHsaxfIxleRjH8tgO4vjA1hxc7S+cLQYGRUR9kX2DgaZSQypyr+XbN4rsa/1tYucOtGNBvh3UgbqSJEmqUdWeHD9O1saxhYUR0QCMBv60meNbX+RrO8ShsOwvHWhH63CKpR2oK0mSpBpV7cnxz4FE9lJcoS+RjSn5aWtBROwTEfu3qTeNbDW80yKib0HdPche1HsxpTQ/L+uTJ90biYgxZC/+PZdSemnrb0mSJEnVqqrHHKeU5kbE9cAFEXE38Ds+WCHvf9h4AZAHgGFk8yK3Hv9WRPwTcBPwWET8mGw2ikn59ssFx48E/isippHNbNE6W8WZQAvZoHUV9xpwGR8MY1HnGMfyMZblYRzLx1iWh3EsD+PYjqqerQIgIurInhxPBIYDTWRPlC9NKb1TUG8BMCylFEXO8XfAJcBHyOZN/iNwWUrpDwV1dge+RzZ38p5AL7Jxyf8N/FtK6fltcHuSJEmqIlWfHEuSJEldpdrHHEuSJEldxuRYkiRJypkcS5IkSTmTY0mSJClncixJkiTlTI63cxHRIyL+MSKej4jmiFgUEVdHRJ8OHLtfRPw0Ip6LiBURsTo/zzX5Qitt60+JiFTi80/b5g67xtbEsci5ekfEy3lcfliizn4RMS0i3oqIdyPi4Yj45NbfSeV1ZSztk+0eXyou75Sob58sfXyHY2mf3Ow5BkbEVRExPz/Hsoj474g4ukjdwyNiRkSsioiVEfH7iBhd3ruqjK6MZUTc3k6fPLn8d1d5Vb0IiLrEtWSLqtwDXM0Hi6yMiYhjU0rr2zl2CLBHfuxrwPtkc0lPBMZHxOiUUrHluf+RbL7qQn/eqruovK2JY1vfBnYttTMi9gEeJYv3lcAKslUjp0fEcSmlGZ27harRZbEsYJ8s7mHg5jZl77WtZJ8sXywL2CfbiIhhwEygLzAVeBHoDxwEDG5T94i87uvApXnxBcDDEXFkSmlueW6pYroslgVOL1I2qzONr3opJT/b6Qf4ENmiKP/ZpvzLZMt2/99OnveU/PhL2pRPycuHV/reqzWOwCFkCcbF+bE/LFLnF2SrNo4uKOsLvAq8QD5/eS1+KhBL+2TpcyTg9g5ezz5ZvljaJ0uf42FgEbBHB+rOAlYCgwvKBudl91U6HjUWy9uBVOn77sqPwyq2b6eSLbf9/TbltwCrgdM6ed5X8+3OpSpERL+I6C7fXJQljpGtBnkL8Hvg7hJ1+gAnADNTSk+2lqdstchbgVFkqzzWqi6LZZFj7JNFRETPiOjbzn77ZAdtLpZF6tsncxHxf4CPA1emlJZExI4R0btE3X3J+twvU0qvt5bnf/4lcGxkq+LWqi6LZZvjIu+T3T537PY3qHYdRvbb50Zfi6SUmoEn6eA/aBHREBGDImJIRIwDbsp3/a7EIU+Rfe3aHBGPRsRxnWp99ShLHMm+Rt2f7Ku/Ug4C6smWQG/rsYL21KqujGUh+2RxJ5P9Y7sqIv4SEddFRP82deyTHdORWBayT27s+Hy7MCLuBdYA70bEixHRNhlsPVepPhnAoVvQ9mrTlbEstCL/rImI+yPi8E61vgaYHG/f9gSaUkpri+x7HRgUET07cJ6zgWVkX9FMBwYAp6WUHm5T722yMXdfBk4Evg4MA/5fREzo1B1Uh62OY0TsDVwGfDultGAz12o9b7FrQenxYrWgK2MJ9sn2zCL7iv9k4B+AB/lgzGbh00/7ZPliCfbJUvbLt7cAA8nieCawDviPiDijzbVaz1vsWrB998ktiSXAG2RjnCcBnwOuAD5K1n+P7fRdVLHu8nWNOqc3UOwvF0BzQZ11mznPNOB5sjGGY8i+Yh3UtlJKqe1XQETEj4GngWsj4lf5V7G1phxx/BHwMnBNB65Fies1t6lTi7oylvbJduKYUmr7VOiOiHgK+Ffgwnzbeh5KXM8+yRbF0j5ZOo475dtVwF+llNYBRMQ0sr/vV0TET1L2Ipp9snyxJKX0tTbHT4uIu8ieUt8IjOzUXVQxnxxv31aTfR1aTENBnXallF5LKc1IKU1LKU0m+y30yoj4egeOfZMsmRkAHNmxZledrYpj/jXWp4BJKaX23l4vPE+x63X4v1kV68pYFmWfbNf3yP7B/Uyba1Hiett9n2xHsVgWZZ8Esq/+AX7WmswBpJTeAn4D7M4HT0Ttk+WLZVEppXlkL+LuGxGjOtLoWmJyvH1bTPb1S7G/ZIPJvrbZ3FPjTaSUngJmA+d18JAF+XaTp801otNxzI+5hmx89hsRsW/+MsmwvEr/vGxAwbVaz1vsWlD8q8Ra0ZWxbM+CfLvd9cn25L9wLGbjuNgnyxfL9izIt9trn3wt375RZN+SfNv6Erh9snyxbM+CfFurfbIkk+Pt2+NkfWBsYWFENACjgT9txbl7kY1l6ojWr2SWbsX1Kmlr4tiLbB7ezwDzCj4z8/2n5T+fnf88l+zrtI8VOdcR+XZr/rtVWlfGsj3bc58sKT9+CBvHxT7ZCSVi2Z7tvU+2vnw2pMi+1rLWefUfz7el+mSitueM7spYtqfW+2RplZ5Lzk/lPmQLdrQ3V+JpBWX7APu3qbd7ifP+Fdmcpw8UlO0A9C9SdyjwJtlk970qHZOujiOwI9lLOm0/k/Jj/yv/eVTBMb/M43twQVnrnLIvUttzynZZLO2TxeOYl+1S4rzfo/gc5vbJMsTSPtluHHcmm6P4NaBvQfkewDvAC23qP57X37OgbM+8bEal41ErsQT6AA1F2jCG7JfiZysdj20S40o3wE+FOwBcl/9lupvsidrVZKs2zQR6FNRbQJtJwMlW5nmM7M3Vc8heLLmDbBzd22y8IMAA4C3gNuASstWzrsrrvQ+cUulYVCqOJc43nNILV+wLLCf7bf1rZMNXZudx/HSlY1ErsbRPlo4j2Zvpf8z/bp8L/BPZDAsp/zvfq019+2QZYmmfLB3HvHxifvzTZIv7fI3sF7B1wLg2dY8kS95eAi7KPy+RJX8Hb6t77G6xJHsSvYTsxbuLyf6tv4Hsxb/VwMcrHYttEt9KN8BPhTsA1AFfJVvFai3ZOKxrKPhtMq9X7H/6XwB+SzaFWzPZIP/n87+0e7WpW0+2IMDc/H/+7+V/4X4FjK10HCoZxxLnG06J5DjffwDw6/wfzdXAI8CxlY5DLcXSPlk6jmRTiE3Pj2kG3iV7M/0bFHmKZJ8sTyztk6XjWLDv78h+qXiXbLaF+4CjStT9GPAAWUK8Kv/vcEil41BLsSR7Oe8/yP5tX5n3yYXAT2jzRLo7fSK/eUmSJGm75wt5kiRJUs7kWJIkScqZHEuSJEk5k2NJkiQpZ3IsSZIk5UyOJUmSpJzJsSRJkpQzOZYkSZJyJseSJElSzuRYkiRJypkcS5K2mYi4PSJSm7IpEZEiYnhlWiVJpZkcS5IkSTmTY0mSJClncixJ3VBE1EVE70q3Q5JqjcmxJNW4iJiQj+E9NiL+JSJeApqBL+T7PxoR90REU0SsjYgXIuKbEbFDkXPtGxG3RcRrEbEuIhZHxK8j4tCCOuMi4ucR8XJErImItyPivoj4RNfdtSRtG5v8j1GSVLOuAnYEbgFWAi9ExGeAu4H5wNXAcuBjwLeB0cAprQdHxEeBB/JzTAWeBgYCnwCOBP6cV52Ql98BvAYMBs4GHoiIv0opPbwtb1KStiWTY0nqPnoBY1JKqwEiogFYAPwv8MmU0vt5vZsiYg5wTUQck1KaGREB3A7UA2NTSk8VnPffIqLwm8YvpZTeLbxwRPwIeAb4OmByLKlmOaxCkrqPG1sT49yngEbgNmBARAxq/QC/y+uMy7ejgQ8Bt7VJjAFIKa0v+POGxDgi+kbELkALWRJ+eDlvSJK6mk+OJan7eLHNzwfk2x+3c0xjvh2Zb2dv7iIRsQ/wr8CngQFtdqdNj5Ck2mFyLEndx+o2P0e+/WfgyRLHLN6SC0REX+AhoA/wfWAusApYTzak4pNbcj5JqjYmx5LUfc3Lt++mlGZspm7rU+fRm6n318CewJkppdsKd0TEd7a8iZJUXRxzLEnd13TgL8DXImJg250R0Ssidsp/nEP2Qt2ZEfGhInVbn0K3tBa12T8OxxtL6gZ8cixJ3VRK6d2I+CIwjWxatx+TTek2ANgf+Dvgc8DMlFKKiDPIpnKbFRGtU7kNIJvK7ffAdcAjwBvA1RExnGwqt9HA6WRDLD7SZTcoSduAybEkdWMppekRcRjwNeA0YFfgLeAl4BrgqYK6j+d1/4VsAZFzgSZgFvCHvM7bEfFp4Ergy2T/jvwZOB44C5NjSTUuUvLFYkmSJAkccyxJkiRtYHIsSZIk5UyOJUmSpJzJsSRJkpQzOZYkSZJyJseSJElSzuRYkiRJypkcS5IkSTmTY0mSJClncixJkiTlTI4lSZKknMmxJEmSlDM5liRJknImx5IkSVLO5FiSJEnKmRxLkiRJuf8Pa6DaRPPG+yMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 780x520 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 780x520 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mAP: 0.00%\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import yaml\n",
    "%matplotlib inline\n",
    "sys.path.insert(0, os.path.join(os.getcwd(), 'lib'))\n",
    "from detection import detections, plot_save_result\n",
    "\n",
    "\n",
    "conf_path = './conf/conf.yaml'\n",
    "with open(conf_path, 'r', encoding='utf-8') as f:\n",
    "    data=f.read()\n",
    "cfg = yaml.load(data)\n",
    "\n",
    "gtFolder = 'data/groundtruths'\n",
    "detFolder = 'data/detections'\n",
    "savePath = 'data/results'\n",
    "\n",
    "results, classes = detections(cfg, gtFolder, detFolder, savePath)\n",
    "plot_save_result(cfg, results, classes, savePath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
